{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Density Estimation with FFJORDs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Free-form Jacobian of Reversible Dynamics (FFJORD) is a continuous normalizing flow (CNF) variants proposed in [Grathwohl et al., 2018](https://arxiv.org/pdf/1810.01367.pdf). The core novelty is proposing utilization of stochastic trace estimators to improve scalability of the Jacobian trace computation ($O(1)$ calls to autograd instead of $O(D)$)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torchdyn; from torchdyn.models import *; from torchdyn.datasets import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This time, we use a fun dataset: the `DiffEqML` logo."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x7fc387e1ded0>"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 216x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "data = ToyDataset()\n",
    "n_samples = 1 << 14\n",
    "n_gaussians = 7\n",
    "\n",
    "X, yn = data.generate(n_samples, 'diffeqml', noise=5e-2)\n",
    "X = (X - X.mean())/X.std()\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "plt.figure(figsize=(3, 3))\n",
    "plt.scatter(X[:,0], X[:,1], c='olive', alpha=0.3, s=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import torch\n",
    "import torch.utils.data as data\n",
    "device = torch.device(\"cuda:0\" if torch.cuda.is_available() else \"cpu\")\n",
    "X_train = torch.Tensor(X).to(device)\n",
    "train = data.TensorDataset(X_train)\n",
    "trainloader = data.DataLoader(train, batch_size=1024, shuffle=True) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The FFJORD model"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In `torchdyn`, we decouple CNFs from the Jacobian trace estimators they use. This allows us to easily implement variants without alternations to the original module. Indeed, we can simply define the Hutchinson stochastic estimator separately as follows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def hutch_trace(x_out, x_in, noise=None, **kwargs):\n",
    "    \"\"\"Hutchinson's trace Jacobian estimator, O(1) call to autograd\"\"\"\n",
    "    jvp = torch.autograd.grad(x_out, x_in, noise, create_graph=True)[0]\n",
    "    trJ = torch.einsum('bi,bi->b', jvp, noise) \n",
    "    return trJ"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And then instantiate a CNF as before. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "f = nn.Sequential(\n",
    "        nn.Linear(2, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 64),\n",
    "        nn.Softplus(),\n",
    "        nn.Linear(64, 2),\n",
    "    )\n",
    "\n",
    "from torch.distributions import MultivariateNormal, Uniform, TransformedDistribution, SigmoidTransform, Categorical\n",
    "prior = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device)) \n",
    "\n",
    "# stochastic estimators require a definition of a distribution where \"noise\" vectors are sampled from\n",
    "noise_dist = MultivariateNormal(torch.zeros(2).to(device), torch.eye(2).to(device))\n",
    "# cnf wraps the net as with other energy models\n",
    "cnf = CNF(f, trace_estimator=hutch_trace, noise_dist=noise_dist)\n",
    "nde = NeuralDE(cnf, solver='dopri5', s_span=torch.linspace(0, 1, 2), sensitivity='adjoint', atol=1e-4, rtol=1e-4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Augmenter takes care of setting up the additional scalar dimension for the divergence dynamics.\n",
    "The `DEFunc` wrapper (implicitly defined when passing `f` to the NeuralDE) will ensure compatibility of depth-concatenation and data-control with the divergence dimension.\n",
    "\n",
    "Utilizing additional augmented dimensions is also compatible, as only the first will be used for the jacobian trace."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "model = nn.Sequential(Augmenter(augment_idx=1, augment_dims=1),\n",
    "                      nde).to(device)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Standard Learner. It is often useful to visualize samples during normalizing flow training, in order to identify issues quickly and stop runs that are not promising. For an example of how to log images using `PyTorch Lightning` and `Wandb`, refer to torchdyn's `benchmark` notebooks."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pytorch_lightning as pl\n",
    "\n",
    "class Learner(pl.LightningModule):\n",
    "    def __init__(self, model:nn.Module):\n",
    "        super().__init__()\n",
    "        self.model = model\n",
    "        self.iters = 0\n",
    "        \n",
    "    def forward(self, x):\n",
    "        return self.model(x)\n",
    "    \n",
    "    def training_step(self, batch, batch_idx):\n",
    "        self.iters += 1 \n",
    "        x = batch[0] \n",
    "        xtrJ = self.model(x)  \n",
    "        logprob = prior.log_prob(xtrJ[:,1:]).to(x) - xtrJ[:,0] # logp(z_S) = logp(z_0) - \\int_0^S trJ\n",
    "        loss = -torch.mean(logprob)\n",
    "        nde.nfe = 0\n",
    "        return {'loss': loss}   \n",
    "    \n",
    "    def configure_optimizers(self):\n",
    "        return torch.optim.AdamW(self.model.parameters(), lr=2e-3, weight_decay=1e-5)\n",
    "\n",
    "    def train_dataloader(self):\n",
    "        return trainloader"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "GPU available: True, used: False\n",
      "TPU available: False, using: 0 TPU cores\n",
      "\n",
      "  | Name  | Type       | Params\n",
      "-------------------------------------\n",
      "0 | model | Sequential | 8 K   \n"
     ]
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "cc8876747c844a738e45c70ecd0b3265",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "HBox(children=(FloatProgress(value=1.0, bar_style='info', description='Training', layout=Layout(flex='2'), max…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n"
     ]
    }
   ],
   "source": [
    "learn = Learner(model)\n",
    "trainer = pl.Trainer(max_epochs=300)\n",
    "trainer.fit(learn);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Visualizing the Samples"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Sampling from CNFs is easy: we query the prior latent normal and then pass the samples through the `z -> x` CNF flow. To reverse the flow, we flip `s_span`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "sample = prior.sample(torch.Size([1 << 14]))\n",
    "# integrating from 1 to 0\n",
    "model[1].s_span = torch.linspace(1, 0, 2)\n",
    "new_x = model(sample).cpu().detach()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We then plot, samples, flows and density like so:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-2.0, 2.0)"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12, 4))\n",
    "plt.subplot(121)\n",
    "plt.scatter(new_x[:,1], new_x[:,2], s=2.3, alpha=0.2, linewidths=0.1, c='blue', edgecolors='black')\n",
    "plt.xlim(-2, 2)\n",
    "plt.ylim(-2, 2)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.scatter(X[:,0], X[:,1], s=3.3, alpha=0.2, c='red',  linewidths=0.1, edgecolors='black')\n",
    "plt.xlim(-2, 2)\n",
    "plt.ylim(-2, 2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We plot the flows from prior to data distribution:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "traj = model[1].trajectory(Augmenter(1, 1)(sample.cuda()), s_span=torch.linspace(1,0,100)).detach().cpu() ; sample = sample.cpu()\n",
    "traj = traj[:, :, 1:] # scrapping first dimension := jacobian trace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x7fc37417aed0>"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "n = 2000\n",
    "plt.figure(figsize=(6,6))\n",
    "plt.scatter(sample[:n,0], sample[:n,1], s=10, alpha=0.8, c='black')\n",
    "plt.scatter(traj[:,:n,0], traj[:,:n,1], s=0.2, alpha=0.2, c='olive')\n",
    "plt.scatter(traj[-1,:n,0], traj[-1,:n,1], s=4, alpha=1, c='blue')\n",
    "plt.legend(['Prior sample z(S)', 'Flow', 'z(0)'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Following tutorials in this series (WIP) will discuss regularization strategies to speed up CNF training, such as those discussed for example in [Finlay et al. 2020](https://arxiv.org/abs/2002.02798)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "py37",
   "language": "python",
   "name": "py37"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.7"
  },
  "latex_envs": {
   "LaTeX_envs_menu_present": true,
   "autoclose": false,
   "autocomplete": true,
   "bibliofile": "biblio.bib",
   "cite_by": "apalike",
   "current_citInitial": 1,
   "eqLabelWithNumbers": true,
   "eqNumInitial": 1,
   "hotkeys": {
    "equation": "Ctrl-E",
    "itemize": "Ctrl-I"
   },
   "labels_anchors": false,
   "latex_user_defs": false,
   "report_style_numbering": false,
   "user_envs_cfg": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
